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BIG DATA EUROPE
H2020 CSA (2015-17)
BDE	PILOT	INSTANTIATION
Ronald Siebes VU Amsterdam
Integrating Big Data, Software & Communities for Addressing
Europe’s Societal Challenges02.03.2016
BigDataEurope
8-Mar-16www.big-data-europe.eu
The 7 Societal
Challenges and their
first pilots
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
SC1: Life Sciences & Health
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
Partners:
A not-for-profit membership organization,
which supports and continues the development
of the information infrastructure created during
the Open PHACTS project of the
Innovative Medicines Initiative (IMI).
The VU Amsterdam was a key participant in the
Open PHACTS project responsible for developing
the Linked-Data infrastructure.
Big Data Focus area: Large-scale heterogeneous pharma-research data linking &
integration
Selected Key Data assets: ACD Labs / ChemSpider, ChEBI, ChEMBL, ConceptWiki,
DrugBank, ENZYME, Gene Ontology, GO Annotation, SwissProt, WikiPathways
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
Pilot 1: Duplicate Open PHACTS functionality on the
BDE infrastructure using Open Source solutions
Reasons:
•  Deployment possible in-house
•  Vary domains (e.g. Agriculture)
•  Using extra BDE functionalities (e.g. logging,
analysis)
SC1: Life Sciences & Health
8-Mar-16www.big-data-europe.eu
BDE infrastructure
-  Large scale RDF reasoning over 3 billion+ triples
-  RESTful API
-  Various front ends
SC2: Food & Agriculture
8-Mar-16www.big-data-europe.eu
SC2: Food & Agriculture
SC2: Food & Agriculture
8-Mar-16www.big-data-europe.eu
Partners:
FAO, the largest autonomous agency within the
United Nations system and one of the main
players in the agricultural information
community.
Big Data Focus area: Large-scale distributed agricultural data integration
Selected Key Data assets: INFOODS, AQUASTAT Green Learning Network (GLN), Agricultural
Bibliography Network (ABN), AgroVoc, AquaMaps, Fishbase
Semantic Web Company (SWC) is a technology provider headquartered in
Vienna (Austria). SWC supports organizations from all industrial sectors
worldwide to improve their information management. Their core product is to
extract meaning from big data by making use of linked data technologies.
Agroknow is a company that captures, organizes and adds value to the
rich information available in agricultural and food sciences, in order to
make it universally accessible, useful and meaningful.
SC2: Food & Agriculture
8-Mar-16www.big-data-europe.eu
AGINFRA
SC2: Food & Agriculture
8-Mar-16www.big-data-europe.eu
Pilot focus area:
Viticulture
(from the Latin word for vine)
is the science, production,
and study of grapes.
It deals with the series of
events that occur in the vineyard.
SC2: Food & Agriculture
8-Mar-16www.big-data-europe.eu
Pilot 2: Support advanced crop
data discovery, processing,
combining and visualization from
distributed and heterogeneous
data repositories
¥ Vine and Wine sector: emerging market in EU
¥ Sustainability and biodiversity challenges:
local varieties are being lost
¥ Exploitation of new grapevine varieties and
clones in terms of climate change adaptation
¥ Quality and health status of viticultural
products
¥ Contribution to human health (antioxidants,
prevention of heart diseases etc.)
¥ Wide variety of heterogeneous (and big)
data from various information sources
Reasons:
SC2: Food & Agriculture
8-Mar-16www.big-data-europe.eu
BDE infrastructure tasks
-  Large scale data extraction and integration processing from external data sources (tables,
figures texts)
-  Analysis batch jobs for generating statistical data
-  Rich query support combining various parameters (e.g. location, geno/fenotypes,
publications, soil data)
-  Various front ends similar to PubMed
SC3: Energy
8-Mar-16www.big-data-europe.eu
SC3: Energy
SC3: Energy
8-Mar-16www.big-data-europe.eu
Partners:
A public entity supervised by the Ministry of Environment,
Energy and Climate Change in Greece, founded in
September 1987, active in the fields of Renewable
Energy Sources (RES), Rational Use of Energy (RUE) and
Energy Saving (ES).
Big Data Focus area: Real-time turbine monitoring stream processing and analytics
Selected Key Data assets: European Energy Exchange Data, smart meter sensor data, gas/
fuels market/price data, consumption statistics, stratigraphic model data (geology,
geophysics)
NCSR "Demokritos", the largest multidisciplinary research
centre of Greece hosts significant scientific research,
technological development and educational activities,
coordinated by eight Institutes.
SC3: Energy
8-Mar-16www.big-data-europe.eu
Pilot focus area:
System monitoring
in energy production
units.
SC3: Energy
8-Mar-16www.big-data-europe.eu
Pilot 3: Operation, maintenance
and production forecasting for
wind turbines on real-time sensor
data.
¥ Current technology is not able to deal with
full amount of available valuable data
¥ Economic benefit of predicting output and
prevention of damage (if one can predict one
part about to fail it can be prevented that other
parts get damaged)
¥ Large continuous stream of sensor data,
perfect to test our platform
Reasons:
SC3: Energy
8-Mar-16www.big-data-europe.eu
Data:
-  Raw sensor and SCADA data from a given
wind farm
-  Third-party raw or synthetic data
-  Analysis results from built-in analysis modules
Processing:
•  Near-real time execution of parameterized
models to return operational statistics, including
correlation analysis of data across units
•  Weekly execution of operational statistics
•  Weekly execution of model parametrization
SC4: Transport
8-Mar-16www.big-data-europe.eu
SC4: Transport
SC4: Transport
8-Mar-16www.big-data-europe.eu
Partners: The Fraunhofer Society is a German research organization with 67
institutes spread throughout Germany, each focusing on different
fields of applied science.
Big Data Focus area: Streaming sensor network & geo-spatial data integration
Selected Key Data assets: GTFS data, OSM/LinkedGeoData, MobilityMaps, Transport
sensor data, ROSATTE Road safety attributes, European Road Data Infrastructure -
EuroRoadS
The Centre for Research and Technology-Hellas (CERTH)
founded in 2000 is one of the leading research
centres in Greece. CERTH includes the Hellenic Institute of
Transport (HIT): Land, Sea and Air Transportation as well
as Sustainable Mobility services
ERTICO - ITS Europe is a partnership of around 100 companies
and institutions involved in the production of Intelligent Transport
Systems (ITS).
SC4: Transport
8-Mar-16www.big-data-europe.eu
Pilot focus area:
Info mobility and
traffic planning
SC4: Transport
8-Mar-16www.big-data-europe.eu
Pilot 4: Multisource data collection
for the provision of accurate info-
mobility and advanced transport
planning service in Thessaloniki,
Greece
¥ Congestion is a major problem in Europe,
especially in urban areas.
¥ utilizing real-time probe data for the
provision of accurate info-mobility services and
advanced transport planning, leads to better
decisions
¥ The use of mobility data coming from multiple
sources presents significant challenges,
especially due to the different nature of the
datasets both in content and spatio-temporal
terms as well as due to the fact that the data
should be collected and processed in real time.
Reasons:
SC4: Transport
8-Mar-16www.big-data-europe.eu
Data:
•  Traffic counts and speed (330 locations, a
data set every 1.5 – 5 minutes, 300k
records, 15 MB)
•  Travel times from Bluetooth detectors (43
locations, a data set every 15 minutes,
250k-300k records, 50 MB)
•  Floating Car Data position and speed (1200
vehicles, a data set every 2 minutes, 2M
records, 200MB)
•  Check-in events from social networks
SC5: Climate
8-Mar-16www.big-data-europe.eu
SC5: Climate
SC5: Climate
8-Mar-16www.big-data-europe.eu
Partners:
A public entity supervised by the Ministry of Environment,
Energy and Climate Change in Greece, founded in
September 1987, active in the fields of Renewable
Energy Sources (RES), Rational Use of Energy (RUE) and
Energy Saving (ES).
Big Data Focus area: Enormous simulation time. Extremely complicated computing model.
Selected Key Data assets: European Grid Infrastructure (EGI). Access to several data centres
hosted at CNRS-Lyon, NCSR-D Athens, INFN-Milan, NIKhEF-Amsterdam.
NCSR "Demokritos", the largest multidisciplinary research
centre of Greece hosts significant scientific research,
technological development and educational activities,
coordinated by eight Institutes.
SC5: Climate
8-Mar-16www.big-data-europe.eu
Pilot focus area:
Supporting data-intensive
climate research
SC5: Climate
8-Mar-16www.big-data-europe.eu
Pilot 5: Downscaling, and retrieval
process on (raw) climate data via
User-defined parameters (e.g.
geographical areas, time period,
physical variables, computational
grids, time steps)
¥ The provision of Climate model data satisfies
an important objective, that of assessing the
potential impacts of climate change on well
being for adaptation, prevention and mitigation
measures and supporting other policy making
decisions.
¥ The awareness led to the availability of huge
datasets
¥ Downscaling is a computational intensive
process
Reasons:
SC5: Climate
8-Mar-16www.big-data-europe.eu
Data:
•  Earth System Grid Federation (ESGF) data:
•  CMIP5 data (global climate model simulations)
•  CORDEX data (regional climate model simulations)
•  NetCDF data
•  European Centre for Medium range Weather Forecasting
(ECMWF) data
SC5: Climate
8-Mar-16www.big-data-europe.eu
SC6: Social Sciences
8-Mar-16www.big-data-europe.eu
SC6: Social Sciences
SC6: Social Sciences
8-Mar-16www.big-data-europe.eu
Partners:
CESSDA provides large scale, integrated and sustainable
data services to the social sciences. CESSDA is organised
as a limited company under Norwegian law owned and
financed by the individual EU member states’ ministry of
research or a delegated institution.
Big Data Focus area: Statistical and research data linking & integration
Selected Key Data assets: Federated social sciences data catalogs, statistical data from public
data portals and statistical offices (e.g. EuroStats, UNESCO, WorldBank)
NCSR "Demokritos", the largest multidisciplinary research
centre of Greece hosts significant scientific research,
technological development and educational activities,
coordinated by eight Institutes.
SC6: Social Sciences
8-Mar-16www.big-data-europe.eu
Pilot focus area:
Citizens budget spending on
municipal level
SC6: Social Sciences
8-Mar-16www.big-data-europe.eu
Pilot 6: Citizens budget
in municipal level
¥ Budget: the most important document of
public policy
¥ Budget execution affects everyday lives
¥ Citizens are more involved in city level
¥ Having a platform that integrates
heterogeneous budget data (many municipality
have their own data formats) and calculates
infographics would benefit the citizens, the
research community and policy makers
Reasons:
SC6: Social Sciences
8-Mar-16www.big-data-europe.eu
Data:
•  Datastream from Greek municipalities, with codes that are
unique identifiers based on national accounting system for
municipalities
•  Data from 3 cities in Greece (Highest detail)
•  Updated several times within the day (Streams with no
memory) ->Convert in daily observations
•  Available through API or CSV/XLS
SC7: Security
8-Mar-16www.big-data-europe.eu
SC7: Security
SC7: Security
8-Mar-16www.big-data-europe.eu
Partners:
The Centre supports the decision making of the European
Union in the field of the Common Foreign and Security
Policy (CFSP), by providing products and services
resulting from the exploitation of relevant space assets
and collateral data, including satellite imagery and
aerial imagery, and related services.
NCSR "Demokritos", the largest multidisciplinary research
centre of Greece hosts significant scientific research,
technological development and educational activities,
coordinated by eight Institutes.
SC7: Security
8-Mar-16www.big-data-europe.eu
Big Data Focus area: Image data analysis
Selected Key Data assets: Earth Observation data (e.g. Very High Resolution Satellite
Imagery acquired from commercial providers and governmental systems) and collateral data
for supporting CFSP/CSDP missions and operations
SC7: Security
8-Mar-16www.big-data-europe.eu
Pilot focus area:
Getting insight in man-made surface
changes triggered by automatic detection, news, or
social media information
SC7: Security
8-Mar-16www.big-data-europe.eu
Pilot 7: Ingestion of remote
sensing images and social
sensing data to detect and verify
man-made changes on the Earth
surface for security applications
¥ Evacuation route planning
¥ Monitoring of critical infrastructures
¥ Border security
¥ Satellite image data is HUGE and
computational intensive to compare
¥ Smart ‘focus’ algorithms are needed to
prioritize the analysis jobs
Reasons:
SC7: Security
8-Mar-16www.big-data-europe.eu
Data:
•  All data products are distributed in the SENTINEL Standard
Archive Format for Europe (SAFE) format
•  The SENTINEL-SAFE format wraps a folder containing image
data in a binary data format and product metadata in XML
•  Social Media, which are demonstrated via consuming Twitter
streams
•  News agencies, which are demonstrated via consuming  
Reuters RSS feeds
SC7: Security
8-Mar-16www.big-data-europe.eu

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BDE Technical Webinar 1 : Pilot Instantiation

  • 1. BIG DATA EUROPE H2020 CSA (2015-17) BDE PILOT INSTANTIATION Ronald Siebes VU Amsterdam Integrating Big Data, Software & Communities for Addressing Europe’s Societal Challenges02.03.2016
  • 3. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu SC1: Life Sciences & Health
  • 4. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu Partners: A not-for-profit membership organization, which supports and continues the development of the information infrastructure created during the Open PHACTS project of the Innovative Medicines Initiative (IMI). The VU Amsterdam was a key participant in the Open PHACTS project responsible for developing the Linked-Data infrastructure. Big Data Focus area: Large-scale heterogeneous pharma-research data linking & integration Selected Key Data assets: ACD Labs / ChemSpider, ChEBI, ChEMBL, ConceptWiki, DrugBank, ENZYME, Gene Ontology, GO Annotation, SwissProt, WikiPathways
  • 5. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu
  • 6. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu
  • 7. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu
  • 8. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu Pilot 1: Duplicate Open PHACTS functionality on the BDE infrastructure using Open Source solutions Reasons: •  Deployment possible in-house •  Vary domains (e.g. Agriculture) •  Using extra BDE functionalities (e.g. logging, analysis)
  • 9. SC1: Life Sciences & Health 8-Mar-16www.big-data-europe.eu BDE infrastructure -  Large scale RDF reasoning over 3 billion+ triples -  RESTful API -  Various front ends
  • 10. SC2: Food & Agriculture 8-Mar-16www.big-data-europe.eu SC2: Food & Agriculture
  • 11. SC2: Food & Agriculture 8-Mar-16www.big-data-europe.eu Partners: FAO, the largest autonomous agency within the United Nations system and one of the main players in the agricultural information community. Big Data Focus area: Large-scale distributed agricultural data integration Selected Key Data assets: INFOODS, AQUASTAT Green Learning Network (GLN), Agricultural Bibliography Network (ABN), AgroVoc, AquaMaps, Fishbase Semantic Web Company (SWC) is a technology provider headquartered in Vienna (Austria). SWC supports organizations from all industrial sectors worldwide to improve their information management. Their core product is to extract meaning from big data by making use of linked data technologies. Agroknow is a company that captures, organizes and adds value to the rich information available in agricultural and food sciences, in order to make it universally accessible, useful and meaningful.
  • 12. SC2: Food & Agriculture 8-Mar-16www.big-data-europe.eu AGINFRA
  • 13. SC2: Food & Agriculture 8-Mar-16www.big-data-europe.eu Pilot focus area: Viticulture (from the Latin word for vine) is the science, production, and study of grapes. It deals with the series of events that occur in the vineyard.
  • 14. SC2: Food & Agriculture 8-Mar-16www.big-data-europe.eu Pilot 2: Support advanced crop data discovery, processing, combining and visualization from distributed and heterogeneous data repositories ¥ Vine and Wine sector: emerging market in EU ¥ Sustainability and biodiversity challenges: local varieties are being lost ¥ Exploitation of new grapevine varieties and clones in terms of climate change adaptation ¥ Quality and health status of viticultural products ¥ Contribution to human health (antioxidants, prevention of heart diseases etc.) ¥ Wide variety of heterogeneous (and big) data from various information sources Reasons:
  • 15. SC2: Food & Agriculture 8-Mar-16www.big-data-europe.eu BDE infrastructure tasks -  Large scale data extraction and integration processing from external data sources (tables, figures texts) -  Analysis batch jobs for generating statistical data -  Rich query support combining various parameters (e.g. location, geno/fenotypes, publications, soil data) -  Various front ends similar to PubMed
  • 17. SC3: Energy 8-Mar-16www.big-data-europe.eu Partners: A public entity supervised by the Ministry of Environment, Energy and Climate Change in Greece, founded in September 1987, active in the fields of Renewable Energy Sources (RES), Rational Use of Energy (RUE) and Energy Saving (ES). Big Data Focus area: Real-time turbine monitoring stream processing and analytics Selected Key Data assets: European Energy Exchange Data, smart meter sensor data, gas/ fuels market/price data, consumption statistics, stratigraphic model data (geology, geophysics) NCSR "Demokritos", the largest multidisciplinary research centre of Greece hosts significant scientific research, technological development and educational activities, coordinated by eight Institutes.
  • 18. SC3: Energy 8-Mar-16www.big-data-europe.eu Pilot focus area: System monitoring in energy production units.
  • 19. SC3: Energy 8-Mar-16www.big-data-europe.eu Pilot 3: Operation, maintenance and production forecasting for wind turbines on real-time sensor data. ¥ Current technology is not able to deal with full amount of available valuable data ¥ Economic benefit of predicting output and prevention of damage (if one can predict one part about to fail it can be prevented that other parts get damaged) ¥ Large continuous stream of sensor data, perfect to test our platform Reasons:
  • 20. SC3: Energy 8-Mar-16www.big-data-europe.eu Data: -  Raw sensor and SCADA data from a given wind farm -  Third-party raw or synthetic data -  Analysis results from built-in analysis modules Processing: •  Near-real time execution of parameterized models to return operational statistics, including correlation analysis of data across units •  Weekly execution of operational statistics •  Weekly execution of model parametrization
  • 22. SC4: Transport 8-Mar-16www.big-data-europe.eu Partners: The Fraunhofer Society is a German research organization with 67 institutes spread throughout Germany, each focusing on different fields of applied science. Big Data Focus area: Streaming sensor network & geo-spatial data integration Selected Key Data assets: GTFS data, OSM/LinkedGeoData, MobilityMaps, Transport sensor data, ROSATTE Road safety attributes, European Road Data Infrastructure - EuroRoadS The Centre for Research and Technology-Hellas (CERTH) founded in 2000 is one of the leading research centres in Greece. CERTH includes the Hellenic Institute of Transport (HIT): Land, Sea and Air Transportation as well as Sustainable Mobility services ERTICO - ITS Europe is a partnership of around 100 companies and institutions involved in the production of Intelligent Transport Systems (ITS).
  • 23. SC4: Transport 8-Mar-16www.big-data-europe.eu Pilot focus area: Info mobility and traffic planning
  • 24. SC4: Transport 8-Mar-16www.big-data-europe.eu Pilot 4: Multisource data collection for the provision of accurate info- mobility and advanced transport planning service in Thessaloniki, Greece ¥ Congestion is a major problem in Europe, especially in urban areas. ¥ utilizing real-time probe data for the provision of accurate info-mobility services and advanced transport planning, leads to better decisions ¥ The use of mobility data coming from multiple sources presents significant challenges, especially due to the different nature of the datasets both in content and spatio-temporal terms as well as due to the fact that the data should be collected and processed in real time. Reasons:
  • 25. SC4: Transport 8-Mar-16www.big-data-europe.eu Data: •  Traffic counts and speed (330 locations, a data set every 1.5 – 5 minutes, 300k records, 15 MB) •  Travel times from Bluetooth detectors (43 locations, a data set every 15 minutes, 250k-300k records, 50 MB) •  Floating Car Data position and speed (1200 vehicles, a data set every 2 minutes, 2M records, 200MB) •  Check-in events from social networks
  • 27. SC5: Climate 8-Mar-16www.big-data-europe.eu Partners: A public entity supervised by the Ministry of Environment, Energy and Climate Change in Greece, founded in September 1987, active in the fields of Renewable Energy Sources (RES), Rational Use of Energy (RUE) and Energy Saving (ES). Big Data Focus area: Enormous simulation time. Extremely complicated computing model. Selected Key Data assets: European Grid Infrastructure (EGI). Access to several data centres hosted at CNRS-Lyon, NCSR-D Athens, INFN-Milan, NIKhEF-Amsterdam. NCSR "Demokritos", the largest multidisciplinary research centre of Greece hosts significant scientific research, technological development and educational activities, coordinated by eight Institutes.
  • 28. SC5: Climate 8-Mar-16www.big-data-europe.eu Pilot focus area: Supporting data-intensive climate research
  • 29. SC5: Climate 8-Mar-16www.big-data-europe.eu Pilot 5: Downscaling, and retrieval process on (raw) climate data via User-defined parameters (e.g. geographical areas, time period, physical variables, computational grids, time steps) ¥ The provision of Climate model data satisfies an important objective, that of assessing the potential impacts of climate change on well being for adaptation, prevention and mitigation measures and supporting other policy making decisions. ¥ The awareness led to the availability of huge datasets ¥ Downscaling is a computational intensive process Reasons:
  • 30. SC5: Climate 8-Mar-16www.big-data-europe.eu Data: •  Earth System Grid Federation (ESGF) data: •  CMIP5 data (global climate model simulations) •  CORDEX data (regional climate model simulations) •  NetCDF data •  European Centre for Medium range Weather Forecasting (ECMWF) data
  • 33. SC6: Social Sciences 8-Mar-16www.big-data-europe.eu Partners: CESSDA provides large scale, integrated and sustainable data services to the social sciences. CESSDA is organised as a limited company under Norwegian law owned and financed by the individual EU member states’ ministry of research or a delegated institution. Big Data Focus area: Statistical and research data linking & integration Selected Key Data assets: Federated social sciences data catalogs, statistical data from public data portals and statistical offices (e.g. EuroStats, UNESCO, WorldBank) NCSR "Demokritos", the largest multidisciplinary research centre of Greece hosts significant scientific research, technological development and educational activities, coordinated by eight Institutes.
  • 34. SC6: Social Sciences 8-Mar-16www.big-data-europe.eu Pilot focus area: Citizens budget spending on municipal level
  • 35. SC6: Social Sciences 8-Mar-16www.big-data-europe.eu Pilot 6: Citizens budget in municipal level ¥ Budget: the most important document of public policy ¥ Budget execution affects everyday lives ¥ Citizens are more involved in city level ¥ Having a platform that integrates heterogeneous budget data (many municipality have their own data formats) and calculates infographics would benefit the citizens, the research community and policy makers Reasons:
  • 36. SC6: Social Sciences 8-Mar-16www.big-data-europe.eu Data: •  Datastream from Greek municipalities, with codes that are unique identifiers based on national accounting system for municipalities •  Data from 3 cities in Greece (Highest detail) •  Updated several times within the day (Streams with no memory) ->Convert in daily observations •  Available through API or CSV/XLS
  • 38. SC7: Security 8-Mar-16www.big-data-europe.eu Partners: The Centre supports the decision making of the European Union in the field of the Common Foreign and Security Policy (CFSP), by providing products and services resulting from the exploitation of relevant space assets and collateral data, including satellite imagery and aerial imagery, and related services. NCSR "Demokritos", the largest multidisciplinary research centre of Greece hosts significant scientific research, technological development and educational activities, coordinated by eight Institutes.
  • 39. SC7: Security 8-Mar-16www.big-data-europe.eu Big Data Focus area: Image data analysis Selected Key Data assets: Earth Observation data (e.g. Very High Resolution Satellite Imagery acquired from commercial providers and governmental systems) and collateral data for supporting CFSP/CSDP missions and operations
  • 40. SC7: Security 8-Mar-16www.big-data-europe.eu Pilot focus area: Getting insight in man-made surface changes triggered by automatic detection, news, or social media information
  • 41. SC7: Security 8-Mar-16www.big-data-europe.eu Pilot 7: Ingestion of remote sensing images and social sensing data to detect and verify man-made changes on the Earth surface for security applications ¥ Evacuation route planning ¥ Monitoring of critical infrastructures ¥ Border security ¥ Satellite image data is HUGE and computational intensive to compare ¥ Smart ‘focus’ algorithms are needed to prioritize the analysis jobs Reasons:
  • 42. SC7: Security 8-Mar-16www.big-data-europe.eu Data: •  All data products are distributed in the SENTINEL Standard Archive Format for Europe (SAFE) format •  The SENTINEL-SAFE format wraps a folder containing image data in a binary data format and product metadata in XML •  Social Media, which are demonstrated via consuming Twitter streams •  News agencies, which are demonstrated via consuming   Reuters RSS feeds